Table of contents
- What is PyTorch Lightning?
- Setting up PyTorch Lightning
- Your First Machine Learning Project with PyTorch
- Creating a MLP Classifier with PyTorch and PyTorch Lightning
- Creating a MLP Regression model with PyTorch
- Saving and loading your PyTorch model
- How to predict new samples with your PyTorch model?
Neural Network Components
- How to use Huber Loss with PyTorch?
- How to use Hinge & Squared Hinge Loss with PyTorch?
- How to use Categorical / Multiclass Hinge with PyTorch?
- How to use Binary Crossentropy Loss with PyTorch?
- How to use Categorical Crossentropy Loss with PyTorch?
- How to use Sparse Categorical Crossentropy Loss with PyTorch?
- How to use MAE, MSE, MAPE & RMSE with PyTorch?
- How to use Logcosh with PyTorch?
- How to use Kullback-Leibler divergence (KL divergence) with PyTorch?
Normalization & regularization
- How to use Batch Normalization with PyTorch?
- How to use L1, L2 and Elastic Net Regularization with PyTorch?
- How to use Dropout with PyTorch?
Convolutional Neural Networks
- How to create a Convolutional Neural Network classifier with PyTorch?
- How to use 2D Conv layers with PyTorch?
- Implementing depthwise separable convolutions with PyTorch
- Handling 3D data with PyTorch
- Performing transposed convolutions with PyTorch
- Upsampling your ConvNet data with PyTorch
- Cropping inputs to ConvNets with Pytorch
- How to use padding with PyTorch?
- Using Constant Padding, Reflection Padding and Replication Padding with PyTorch
- Max Pooling, Average Pooling, Global Max Pooling, Global Average Pooling – PyTorch examples
- How to build a ConvNet for CIFAR-10 and CIFAR-100 classification with PyTorch?
- How to Normalize or Standardize a Dataset in Python?
- Python Feature Scaling with Outliers in your Dataset
- Feature Scaling with Python and Sparse Data
- One-Hot Encoding for Machine Learning with PyTorch
- Testing PyTorch and Lightning models
- How to use K-fold Cross Validation with PyTorch?
- Checking for underfitting and overfitting with PyTorch
- How to use TensorBoard with PyTorch?
- Working with Imbalanced Datasets with PyTorch
- Exploring the PyTorch datasets
- Creating a Multilabel Neural Network Classifier with PyTorch
- Coming soon.